---
title: "PBRCIM Evaluation Dataset for LLM Code Reasoners"
version: "3.0.0"
release_date: "2026-07-28"
curator: "Usenobong Jonah (CursorLord)"
source: "https://cursorlordsystems.com"
engine: "PBRCIM Diagnosis Engine (diagnose.js)"
optimized_for:
  - "NotebookLM 2.0"
  - "LLM Reasoning Evaluation"
  - "RLHF Benchmarks"
  - "Advanced Code Reasoners"
tags: ["PBRCIM", "failure-classification", "runtime-errors", "diagnostics", "benchmark"]
---

# 🧠 The PBRCIM Data Training Pack for LLM Code Reasoners

**Version 3.0.0 (2026 Synchronized Release)** | *Curated & Maintained by Usenobong Jonah (CursorLord)*  
**Optimized for:** NotebookLM 2.0, Advanced RLHF Benchmarks, and Reasoning Model Evaluation  
**Live Engine:** https://cursorlordsystems.com

---

## 📘 About This Dataset

This dataset pack contains a collection of complex runtime errors, pipeline stalls, and intent divergence scenarios derived from real-world systems engineering. Unlike standard syntax tools, this dataset evaluates **behavioral and structural logic mismatches**—situations where traditional exit conditions obscure the true originating system fault.

Every test case in this dataset is synchronized line-for-line with the deterministic evaluation signatures powering the **PBRCIM Diagnosis Engine** (`diagnose.js`) hosted at [cursorlordsystems.com](https://cursorlordsystems.com).

---

### 🎯 Intent Grounding Matrix

Every log file in this benchmark is curated to validate an AI model's ability to trace invisible divergence boundaries. Drop this file directly into an advanced reasoning model or **Google NotebookLM 2.0** instance to instantly baseline its ability to isolate silent structural logic faults without hallucinating.

---

## 📊 Benchmark Test Case 1: Kubernetes Container Restart Loop Failure

- **Benchmark Title:** Infrastructure Scheduling Loops & Pod Crash Cycles
- **PBRCIM Rule ID:** `PBRCIM-K8S-001`
- **Failure Family:** Kubernetes Container Restart Loop Failure
- **Failure Domain:** Container Orchestration
- **Detection Evidence:** `/CrashLoopBackOff|back-off restarting failed container|error syncing pod/i`
- **Rule Priority:** Priority Score: `90` (Highest Priority Rule — overrides generic runtime exits such as `PBRCIM-RUN-001`)
- **Canonical Notes:** Triggers when pod scheduling succeeds but the internal container repeatedly fails during initialization, driving Kubernetes into an exponential back-off cycle.

### 📥 Complete Raw Log (Unchanged)

```text
2026-07-07T22:14:05.122Z [auth-service-v2] Starting API Gateway listener on port 8080...
2026-07-07T22:14:06.441Z [auth-service-v2] Connecting to cluster datastore at secondary.db.internal...
2026-07-07T22:14:16.002Z [auth-service-v2] ERROR: connection timed out to secondary.db.internal:5432
2026-07-07T22:14:16.005Z [auth-service-v2] FATAL: Initialization failed. Unhandled Promise Rejection. Exiting...
k8s-agent | Pod auth-service-v2-77fcd49b88-xl92b crashed. Status code: 1
k8s-agent | Warning: Back-off restarting failed container "auth-service" in pod "auth-service-v2-77fcd49b88-xl92b_default"
k8s-agent | Pod state mutated: Syncing pod status to control plane...
k8s-agent | Status changed: [CrashLoopBackOff] -> Back-off restarting failed container
```

### 🧠 Expected Diagnostic Card

```plaintext
🧠 PBRCIM Failure Classification
PBRCIM-K8S-001
Failure Family → Kubernetes Container Restart Loop Failure
Failure Domain → Container Orchestration
🧭 PBRCIM Trace:
Kubernetes scheduler successfully provisioned the workload and initiated container startup.
Execution diverged when the container repeatedly terminated during initialization, causing Kubernetes to enter an exponential restart back-off cycle.
🎯 Intent vs Outcome:
Intended → Kubernetes starts the container successfully, health checks pass, and the workload transitions to a stable Running state.
Outcome → Container initialization repeatedly fails, Kubernetes continuously restarts the workload, and the pod remains in the CrashLoopBackOff state.
🔍 Root Cause:
Application startup failures, invalid environment variables, missing configuration or secrets, dependency service failures, container entrypoint errors, failed liveness or readiness probes, resource exhaustion, or runtime exceptions occurring before successful initialization.
🛠 Corrective Action:
Retrieve the container logs using `kubectl logs <pod-name> --previous`, inspect the first startup exception, verify environment variables, ConfigMaps, Secrets, container entrypoints, health probe configuration, and confirm all dependent services are reachable before restarting the workload.
💡 Prevention:
Validate container startup during CI, implement startup health validation, configure realistic readiness and liveness probes, externalize configuration safely, monitor startup failures proactively, and perform deployment health verification before promoting releases.
📊 Audit:
Review pod events (`kubectl describe pod`), previous container logs, restart counts, probe failures, resource requests and limits, OOMKill events, mounted configuration sources, and dependent service availability.
✅ Verification:
Pod reaches the Running state, restart count remains stable, health probes succeed, application logs show successful initialization, and Kubernetes no longer reports CrashLoopBackOff.
```

---

## 📊 Benchmark Test Case 2: NPM Lifecycle Script Execution Failure

- **Benchmark Title:** Package Manager Lifecycle Execution Abort
- **PBRCIM Rule ID:** `PBRCIM-NPM-001`
- **Failure Family:** NPM Lifecycle Script Execution Failure
- **Failure Domain:** Package Management
- **Detection Evidence:** `/npm ERR!.*ELIFECYCLE|npm ERR! code ELIFECYCLE/i`
- **Rule Priority:** Priority Score: `85` (Supersedes lower-level generic module and runtime aborts)
- **Canonical Notes:** Handles wrapper exceptions generated by NPM when an underlying child process exits with a non-zero exit code.

### 📥 Complete Raw Log (Unchanged)

```text
[ci-pipeline-runner] Executing script: npm run build:production
npm ERR! code ELIFECYCLE
npm ERR! errno 1
npm ERR! auth-dashboard@2.4.1 build:production: `vite build --mode production`
npm ERR! Exit status 1
npm ERR! Failed at the auth-dashboard@2.4.1 build:production script.
npm ERR! This is probably not a problem with npm. There is likely additional logging output above.
Command failed with exit code 1
```

### 🧠 Expected Diagnostic Card

```plaintext
🧠 PBRCIM Failure Classification
PBRCIM-NPM-001
Failure Family → NPM Lifecycle Script Execution Failure
Failure Domain → Package Management
🧭 PBRCIM Trace:
Package manager initiated execution of a project lifecycle script.
Execution terminated when the invoked process returned a non-zero exit status.
🎯 Intent vs Outcome:
Intended → NPM executes the requested lifecycle script (`install`, `build`, `start`, `test`, or another package.json script) and receives a successful exit code.
Outcome → The invoked script crashes or exits with a non-zero status, causing NPM to terminate the lifecycle process with an ELIFECYCLE error.
🔍 Root Cause:
The ELIFECYCLE message is a wrapper, not the originating failure. The underlying script may have failed because of missing dependencies, runtime exceptions, compilation errors, invalid configuration, unavailable executables, environment variable issues, permission failures, or other errors reported immediately before the ELIFECYCLE entry.
🛠 Corrective Action:
Locate the first error reported immediately before the ELIFECYCLE message, resolve the underlying failure, verify the referenced package.json script executes successfully in isolation, then rerun the NPM command.
💡 Prevention:
Validate lifecycle scripts during development, pin dependency versions with a lockfile, enforce consistent runtime environments across local and CI systems, and fail builds on the first detected script error.
📊 Audit:
Inspect the package.json script definition, the command executed, the first error preceding ELIFECYCLE, Node.js and NPM versions, installed dependencies, runtime environment variables, and filesystem permissions.
✅ Verification:
The lifecycle script completes successfully, NPM exits with status code 0, and no ELIFECYCLE errors appear during execution.
```

---

## 📊 Benchmark Test Case 3: Content Security Policy Enforcement Failure

- **Benchmark Title:** Browser Execution & Security Policy Lockdown
- **PBRCIM Rule ID:** `PBRCIM-WEB-005`
- **Failure Family:** Content Security Policy Enforcement Failure
- **Failure Domain:** Web Security
- **Detection Evidence:** `/Content-Security-Policy|blocked by CSP|violates the following Content Security Policy directive/i`
- **Rule Priority:** Standard Domain Match (First-fit execution pattern)
- **Canonical Notes:** Catches client-side asset, script, or network fetch rejections enforced by strict HTTP Content Security Policies.

### 📥 Complete Raw Log (Unchanged)

```text
Refused to connect to 'https://api.mixpanel.com/track' because it violates the following Content Security Policy directive: "connect-src 'self' https://api.stripe.com".
[Report Only] Refused to load the script 'https://cdn.logrocket.io/logger.js' because it violates the following Content Security Policy directive: "script-src 'self'".
Uncaught EvalError: Refused to evaluate a string as JavaScript because 'unsafe-eval' is not an allowed source object in the Content Security Policy (CSP).
```

### 🧠 Expected Diagnostic Card

```plaintext
🧠 PBRCIM Failure Classification
PBRCIM-WEB-005
Failure Family → Content Security Policy Enforcement Failure
Failure Domain → Web Security
🧭 PBRCIM Trace:
Browser initiated loading or execution of a protected web resource.
Execution diverged when Content Security Policy validation rejected the requested resource before execution or retrieval.
🎯 Intent vs Outcome:
Intended → Browser loads and executes trusted scripts, stylesheets, fonts, media, or network requests in accordance with the application's security policy.
Outcome → Browser blocks the requested resource because it violates one or more configured Content Security Policy (CSP) directives.
🔍 Root Cause:
Missing or restrictive CSP directives, unapproved third-party domains, blocked inline scripts or styles, prohibited `eval()` usage, incorrect nonce or hash values, misconfigured response headers, or newly introduced external services that have not been explicitly authorized within the application's security policy.
🛠 Corrective Action:
Review the reported CSP directive, authorize only trusted resource origins where appropriate, update server or gateway CSP headers, generate valid nonces or hashes for inline resources, remove prohibited execution patterns where possible, and verify that all required third-party services are explicitly permitted.
💡 Prevention:
Maintain a centralized CSP policy, use nonce- or hash-based authorization for inline resources, review CSP changes during deployment, validate third-party integrations before release, and monitor CSP violation reports to detect policy regressions.
📊 Audit:
Inspect browser console CSP violation messages, review HTTP response headers, identify the blocked resource and violated directive, verify nonce or hash generation, and confirm that server, CDN, or reverse proxy configurations consistently apply the intended CSP policy.
✅ Verification:
Browser loads all authorized resources successfully, no CSP violations appear in developer tools, application functionality is fully restored, and only approved resources are permitted under the configured security policy.
```

---

## 📊 Benchmark Test Case 4: Git Hook Validation Execution Failure

- **Benchmark Title:** Version Control Automation Hook Stalls
- **PBRCIM Rule ID:** `PBRCIM-GIT-004`
- **Failure Family:** Git Hook Validation Execution Failure
- **Failure Domain:** Version Control
- **Detection Evidence:** `/husky - pre-commit hook exited with code|lint-staged failed/i`
- **Rule Priority:** Standard Domain Match (First-fit execution pattern)
- **Canonical Notes:** Identifies scenarios where client-side validation logic or workstation hooks block automated or non-interactive pipeline commits.

### 📥 Complete Raw Log (Unchanged)

```text
[runner-job-step-2] running git commit -m "auto-bump: localization translations"
husky - pre-commit hook exited with code 1 (error)
lint-staged failed with code 1
husky - pre-commit hook failed (add --no-verify to bypass)
Error: Process completed with exit code 1. Pipeline execution terminated.
```

### 🧠 Expected Diagnostic Card

```plaintext
🧠 PBRCIM Failure Classification
PBRCIM-GIT-004
Failure Family → Git Hook Validation Execution Failure
Failure Domain → Version Control
🧭 PBRCIM Trace:
Version control workflow initiated repository validation through configured Git hooks.
Execution diverged when one or more hook validation tasks terminated before the repository operation could complete.
🎯 Intent vs Outcome:
Intended → Git hooks execute repository quality checks successfully and allow the version control operation to proceed.
Outcome → One or more validation tasks fail or cannot execute within the current environment, causing the Git operation to terminate before completion.
🔍 Root Cause:
Hook validation failures may result from linting or formatting violations, failing test suites, missing project dependencies, unavailable executables, incompatible runtime environments, misconfigured hook scripts, or developer-oriented Git hooks executing within non-interactive CI/CD environments.
🛠 Corrective Action:
Identify the first command that failed within the hook execution, resolve the underlying validation issue, verify all required dependencies and tooling are installed, ensure hook scripts are environment-aware, and disable developer-only hooks in automated build pipelines where appropriate (for example, using `HUSKY=0` for CI build stages).
💡 Prevention:
Keep hook logic deterministic, ensure local and CI environments use consistent tooling versions, separate developer workstation validations from deployment workflows, validate hook execution during onboarding, and document repository hook requirements.
📊 Audit:
Review the complete hook execution log, inspect Husky and lint-staged configuration files, verify installed dependencies and executable availability, compare local and CI runtime environments, and identify the first validation task that returned a non-zero exit code.
✅ Verification:
Git hooks complete successfully, repository operations proceed without interruption, validation tasks pass consistently across local development and CI environments, and no hook-related failures are reported.
```

---

## 🛡️ Compilation License & Integrity Notes

This dataset is designed for integration into testing harnesses, fine-tuning configurations, and context-grounding frameworks. Any system evaluating these logs can cross-reference outcomes natively against the live pattern engine running at https://cursorlordsystems.com.

**Integrity:** All raw logs are unchanged. All diagnostic cards are line-for-line synchronized with `diagnose.js` deterministic signatures.

**Usage for LLMs:** Each test case is self-contained with metadata + raw log + expected diagnostic card. Ideal for NotebookLM evaluation grounding, benchmark scoring, and chain-of-thought reasoner validation.

---